{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "from torch.utils.data import Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MnistDataset(Dataset):\n",
    "    def __init__(self, csv_file) -> None:\n",
    "        self.data_df = pd.read_csv(csv_file, header=None)\n",
    "\n",
    "    def __getitem__(self, index):\n",
    "        label = self.data_df.iloc[index, 0]\n",
    "        targets = torch.zeros(10)\n",
    "        targets[label] = 1.0\n",
    "        img_values = torch.FloatTensor(self.data_df.iloc[index, 1:].values) / 255.0\n",
    "        return label, img_values, targets\n",
    "        \n",
    "    def __len__(self):\n",
    "        return len(self.data_df)\n",
    "\n",
    "    def plot_image(self, index):\n",
    "        arr = self.data_df.iloc[index, 1:].values.reshape(28, 28)\n",
    "        plt.title(f'label = {self.data_df.iloc[index, 0]}')\n",
    "        plt.imshow(arr, interpolation='none', cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "mnist_dataset = MnistDataset('mnist_dataset/mnist_train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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MoOUw3r00bpjxvtl27Qx/3ikfoHunUyLiROAs4JLi42pfisZ3sH46dzqpYbx7ZYJhxn+szm3X7vDnnaoj7JuAWWN+f18xry9ExKbi5zbgHvpvKOqtu0fQLX5uq7meH+unYbwnGmacPth2dQ5/XkfYVwFzJR0paX/gPOC+Gup4B0kHFQdOkHQQcAb9NxT1fcCSYnoJcG+NtbxNvwzj3WyYcWredrUPfx4RPX8BC2kckf8u8Ed11NCkrg8ATxavZ+quDbiDxse6H9E4tnER8F5gJfAc8K/AtD6q7SvA08BTNII1o6baTqHxEf0pYHXxWlj3tiupqyfbzZfLmiXhA3RmSTjsZkk47GZJOOxmSTjsZkk47GZJOOxmSfw/riy/z94biRwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mnist_dataset.plot_image(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Discriminator(nn.Module):\n",
    "    \"\"\"鉴别器\"\"\"\n",
    "    def __init__(self) -> None:\n",
    "        super().__init__()\n",
    "        \n",
    "        self.model = nn.Sequential(\n",
    "            nn.Linear(784, 100),\n",
    "            nn.LeakyReLU(0.02),\n",
    "            nn.LayerNorm(100),\n",
    "            nn.Linear(100, 1),\n",
    "            nn.Sigmoid(),\n",
    "        )\n",
    "\n",
    "        # self.loss_function = nn.MSELoss()\n",
    "        self.loss_function = nn.BCELoss()\n",
    "\n",
    "        self.optimiser = torch.optim.Adam(self.parameters(), lr=0.01)\n",
    "\n",
    "        self.counter = 0\n",
    "        self.progress = []\n",
    "\n",
    "    def forward(self, inputs):\n",
    "        return self.model(inputs)\n",
    "\n",
    "    def train(self, inputs, targets):\n",
    "        outputs = self.forward(inputs)\n",
    "        loss = self.loss_function(outputs, targets)\n",
    "        self.optimiser.zero_grad()\n",
    "        loss.backward()\n",
    "        self.optimiser.step()\n",
    "\n",
    "        self.counter += 1\n",
    "        if self.counter % 10 == 0:\n",
    "            self.progress.append(loss.item())\n",
    "        if self.counter % 10000 == 0:\n",
    "            print(f'counter: {self.counter}')\n",
    "\n",
    "    def plot_progress(self):\n",
    "        df = pd.DataFrame(self.progress, columns=['loss'])\n",
    "        df.plot(ylim=(0, 1.0), figsize=(16, 8), alpha=0.1, marker='.', grid=True, yticks=(0, 0.25, 0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.3311, 0.6001, 0.5513, 0.1898])"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def generate_random(size):\n",
    "    return torch.rand(size)\n",
    "generate_random(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "counter: 10000\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<timed exec>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_1208\\414372518.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, index)\u001b[0m\n\u001b[0;32m      5\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m__getitem__\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m         \u001b[0mlabel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m         \u001b[0mtargets\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      8\u001b[0m         \u001b[0mtargets\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mlabel\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m1.0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m         \u001b[0mimg_values\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mFloatTensor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdata_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m/\u001b[0m \u001b[1;36m255.0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "# %%time\n",
    "# D = Discriminator()\n",
    "\n",
    "# for label, image_data_tensor, targets in mnist_dataset:\n",
    "#     D.train(image_data_tensor, torch.FloatTensor([1.0]))\n",
    "#     D.train(generate_random(784), torch.FloatTensor([0.0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# D.plot_progress()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9929034113883972\n",
      "0.996117115020752\n",
      "0.9969319105148315\n",
      "0.9939669370651245\n"
     ]
    }
   ],
   "source": [
    "for i in range(4):\n",
    "    image_data_tensor = mnist_dataset[random.randint(0, 60000)][1]\n",
    "    print(D.forward(image_data_tensor).item())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0073259370401501656\n",
      "0.0068556466139853\n",
      "0.0058015501126646996\n",
      "0.004600544925779104\n"
     ]
    }
   ],
   "source": [
    "for i in range(4):\n",
    "    print(D.forward(generate_random(784)).item())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Generator(nn.Module):\n",
    "    \"\"\"生成器\"\"\"\n",
    "    def __init__(self) -> None:\n",
    "        super().__init__()\n",
    "        \n",
    "        self.model = nn.Sequential(\n",
    "            nn.Linear(100, 100),\n",
    "            nn.LeakyReLU(0.02),\n",
    "            nn.LayerNorm(100),\n",
    "            nn.Linear(100, 784),\n",
    "            nn.Sigmoid(),\n",
    "        )\n",
    "\n",
    "\n",
    "        self.optimiser = torch.optim.Adam(self.parameters(), lr=0.01)\n",
    "\n",
    "        self.counter = 0\n",
    "        self.progress = []\n",
    "\n",
    "    def forward(self, inputs):\n",
    "        return self.model(inputs)\n",
    "\n",
    "    def train(self, D, inputs, targets):\n",
    "        g_outputs = self.forward(inputs) # get output for network\n",
    "        d_outputs = D.forward(g_outputs) # input into discriminator\n",
    "\n",
    "        loss = D.loss_function(d_outputs, targets)\n",
    "\n",
    "        self.optimiser.zero_grad()\n",
    "        loss.backward()\n",
    "        self.optimiser.step()\n",
    "\n",
    "        self.counter += 1\n",
    "        if self.counter % 10 == 0:\n",
    "            self.progress.append(loss.item())\n",
    "\n",
    "    def plot_progress(self):\n",
    "        df = pd.DataFrame(self.progress, columns=['loss'])\n",
    "        df.plot(ylim=(0, 1.0), figsize=(16, 8), alpha=0.1, marker='.', grid=True, yticks=(0, 0.25, 0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "G = Generator()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1a423ff2c10>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "output = G.forward(generate_random(1))\n",
    "img = output.detach().numpy().reshape(28, 28)\n",
    "plt.imshow(img, interpolation='none', cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "counter: 10000\n",
      "counter: 20000\n",
      "counter: 30000\n",
      "counter: 40000\n",
      "counter: 50000\n",
      "counter: 60000\n",
      "counter: 70000\n",
      "counter: 80000\n",
      "counter: 90000\n",
      "counter: 100000\n",
      "counter: 110000\n",
      "counter: 120000\n",
      "Wall time: 9min 50s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "D = Discriminator()\n",
    "G = Generator()\n",
    "for label, image_data_tensor, target_tensor in mnist_dataset:\n",
    "    D.train(image_data_tensor, torch.FloatTensor([1.0]))\n",
    "    D.train(G.forward(generate_random(1)).detach(), torch.FloatTensor([0.0]))\n",
    "    G.train(D, generate_random(1), torch.FloatTensor([1.0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "D.plot_progress()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "G.plot_progress()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axarr = plt.subplots(2,3, figsize=(16,8))\n",
    "for i in range(2):\n",
    "    for j in range(3):\n",
    "        output = G.forward(generate_random(1))\n",
    "        img = output.detach().numpy().reshape(28, 28)\n",
    "        axarr[i,j].imshow(img, interpolation='none', cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_random_image(size):\n",
    "    return torch.rand(size)\n",
    "\n",
    "def generate_random_seed(size):\n",
    "    return torch.randn(size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "counter: 10000\n",
      "counter: 20000\n",
      "counter: 30000\n",
      "counter: 40000\n",
      "counter: 50000\n",
      "counter: 60000\n",
      "counter: 70000\n",
      "counter: 80000\n",
      "counter: 90000\n",
      "counter: 100000\n",
      "counter: 110000\n",
      "counter: 120000\n",
      "Wall time: 7min 23s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "D = Discriminator()\n",
    "G = Generator()\n",
    "for label, image_data_tensor, target_tensor in mnist_dataset:\n",
    "    D.train(image_data_tensor, torch.FloatTensor([1.0]))\n",
    "    D.train(G.forward(generate_random_seed(100)).detach(), torch.FloatTensor([0.0]))\n",
    "    G.train(D, generate_random_seed(100), torch.FloatTensor([1.0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axarr = plt.subplots(2,3, figsize=(16,8))\n",
    "for i in range(2):\n",
    "    for j in range(3):\n",
    "        output = G.forward(generate_random_seed(100))\n",
    "        img = output.detach().numpy().reshape(28, 28)\n",
    "        axarr[i,j].imshow(img, interpolation='none', cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_progress_for_bce(progress):\n",
    "    df = pd.DataFrame(progress, columns=['loss'])\n",
    "    df.plot(ylim=(0), figsize=(16, 8), alpha=0.1, marker='.', grid=True, yticks=(0, 0.25, 0.25, 1.0, 5.0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_progress_for_bce(D.progress)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_progress_for_bce(G.progress)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "counter: 10000\n",
      "counter: 20000\n",
      "counter: 30000\n",
      "counter: 40000\n",
      "counter: 50000\n",
      "counter: 60000\n",
      "counter: 70000\n",
      "counter: 80000\n",
      "counter: 90000\n",
      "counter: 100000\n",
      "counter: 110000\n",
      "counter: 120000\n",
      "counter: 130000\n",
      "counter: 140000\n",
      "counter: 150000\n",
      "counter: 160000\n",
      "counter: 170000\n",
      "counter: 180000\n",
      "counter: 190000\n",
      "counter: 200000\n",
      "counter: 210000\n",
      "counter: 220000\n",
      "counter: 230000\n",
      "counter: 240000\n",
      "counter: 250000\n",
      "counter: 260000\n",
      "counter: 270000\n",
      "counter: 280000\n",
      "counter: 290000\n",
      "counter: 300000\n",
      "counter: 310000\n",
      "counter: 320000\n",
      "counter: 330000\n",
      "counter: 340000\n",
      "counter: 350000\n",
      "counter: 360000\n",
      "counter: 370000\n",
      "counter: 380000\n",
      "counter: 390000\n",
      "counter: 400000\n",
      "counter: 410000\n",
      "counter: 420000\n",
      "counter: 430000\n",
      "counter: 440000\n",
      "counter: 450000\n",
      "counter: 460000\n",
      "counter: 470000\n",
      "counter: 480000\n",
      "Wall time: 33min 19s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# todo train more epochs to get better results\n",
    "epochs = 4\n",
    "D = Discriminator()\n",
    "G = Generator()\n",
    "for i in range(epochs):\n",
    "    for label, image_data_tensor, target_tensor in mnist_dataset:\n",
    "        D.train(image_data_tensor, torch.FloatTensor([1.0]))\n",
    "        D.train(G.forward(generate_random_seed(100)).detach(), torch.FloatTensor([0.0]))\n",
    "        G.train(D, generate_random_seed(100), torch.FloatTensor([1.0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axarr = plt.subplots(2,3, figsize=(16,8))\n",
    "for i in range(2):\n",
    "    for j in range(3):\n",
    "        output = G.forward(generate_random_seed(100))\n",
    "        img = output.detach().numpy().reshape(28, 28)\n",
    "        axarr[i,j].imshow(img, interpolation='none', cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.save(G.state_dict(), 'models/generator_state_dict.pth')\n",
    "torch.save(D.state_dict(), 'models/discriminator_state_dict.pth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.save(G, 'models/generator_model.pth')\n",
    "torch.save(D, 'models/discriminator_model.pth')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.13 ('ai')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "0cb0046d74bfb5a9fee6ebb85b9850d762e40d6b321d5d9a0aa0313eefa3c5b4"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
